Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "170"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 170 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 69 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 67 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 170, Node N15:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459885 digital_ok 100.00% 100.00% 0.00% 0.00% - - 19.949741 -1.029200 62.993066 13.038820 14.111529 31.755914 16.372497 1.139986 0.0379 0.7320 0.5479 nan nan
2459884 digital_ok 100.00% 100.00% 0.00% 0.00% - - 11.485293 0.088017 6.288780 2.272009 7.943749 -0.368033 0.129116 -1.820940 0.0447 0.6747 0.5600 nan nan
2459883 digital_ok 100.00% 100.00% 0.00% 0.00% - - 15.558051 -0.388305 56.927521 10.159190 7.864001 14.424273 3.334772 0.785920 0.0451 0.6917 0.5683 nan nan
2459882 digital_ok 100.00% 100.00% 0.00% 0.00% - - 25.903695 -1.423009 63.612342 7.089489 11.152136 0.652047 1.520810 0.406039 0.0442 0.6950 0.5706 nan nan
2459881 digital_ok 100.00% 100.00% 0.00% 0.00% - - 14.599589 -0.715495 72.566114 9.082717 21.981263 17.490769 5.847904 3.656420 0.0482 0.7397 0.5815 nan nan
2459880 digital_ok 100.00% 100.00% 0.00% 0.00% - - 17.779059 -0.817391 60.085789 9.699587 6.729623 11.221828 1.541126 0.619059 0.0418 0.6933 0.5848 nan nan
2459879 digital_ok 100.00% 100.00% 0.00% 0.00% - - 9.275344 -0.268610 10.566528 -1.540448 1.385057 5.393044 1.646032 1.125350 0.0387 0.6856 0.5084 nan nan
2459878 digital_ok 100.00% 100.00% 0.00% 0.00% - - 15.993348 -0.274647 72.761518 11.835449 11.515417 24.798181 5.403144 2.674130 0.0443 0.6931 0.4991 nan nan
2459876 digital_ok 100.00% 100.00% 0.00% 0.00% - - 18.116154 -0.575074 52.263552 18.137767 29.941671 4.603505 4.626866 -1.564703 0.0449 0.6913 0.4888 nan nan
2459875 digital_ok 100.00% 100.00% 0.00% 0.00% - - 19.085712 -1.727207 68.558510 15.032819 13.500688 10.057370 2.902138 2.172546 0.0430 0.7221 0.5293 nan nan
2459874 digital_ok 100.00% 100.00% 0.00% 0.00% - - 27.010506 -1.490401 35.706787 9.176410 18.392431 29.062253 3.324900 4.955626 0.0418 0.6881 0.4955 nan nan
2459873 digital_ok 100.00% 100.00% 0.00% 0.00% - - 20.348327 -0.637675 46.297237 6.839872 7.356623 20.891905 1.175757 3.115802 0.0449 0.6864 0.5549 nan nan
2459872 digital_ok 100.00% 98.03% 0.00% 0.00% - - 17.704333 -1.565364 59.270428 13.748579 19.997233 15.522253 1.970644 4.188314 0.0441 0.6902 0.4745 nan nan
2459871 digital_ok 100.00% 95.06% 0.00% 0.00% - - 13.994957 -1.558570 63.625667 21.075814 17.452465 4.188634 0.996741 0.530082 0.1133 0.6854 0.5073 nan nan
2459870 digital_ok 100.00% 0.00% 0.00% 0.00% - - -1.352042 9.741338 0.296945 6.413017 -0.252296 3.245219 -0.250877 0.336380 0.7053 0.6783 0.4004 nan nan
2459869 digital_ok 100.00% 0.00% 0.00% 0.00% - - 3.465243 20.621554 -0.140959 6.573448 12.250503 9.396401 1.111189 3.334731 0.7095 0.6776 0.3859 nan nan
2459868 digital_ok 100.00% 0.00% 0.00% 0.00% - - 36.964576 54.842383 3.970834 7.568327 19.885349 12.266356 7.227314 29.035805 0.6015 0.5746 0.3230 nan nan
2459867 digital_ok 100.00% 0.00% 0.00% 0.00% - - 6.081153 42.905880 -0.106663 5.717081 9.740025 8.277708 3.946101 17.138750 0.6836 0.5655 0.3785 nan nan
2459866 digital_ok 100.00% 0.00% 0.00% 0.00% - - 35.193006 56.163263 3.450403 6.096845 11.832743 8.664190 4.110027 0.592410 0.6121 0.5361 0.2766 nan nan
2459865 digital_ok 100.00% 0.00% 0.00% 0.00% - - 9.893106 54.947007 20.529057 7.140560 19.591279 12.215864 5.080210 3.746717 0.6911 0.6082 0.3529 nan nan
2459864 digital_ok 100.00% 0.00% 0.00% 0.00% - - 2.032949 5.863161 -0.877835 -1.165106 -0.554437 -0.293464 18.762683 13.565444 0.6874 0.6695 0.4227 nan nan
2459863 digital_ok 100.00% 0.00% 0.00% 0.00% - - 0.944625 2.708419 -0.147153 -0.066334 0.372839 -0.159678 18.397309 6.058095 0.6806 0.6588 0.4140 nan nan
2459862 digital_ok 100.00% 0.00% 0.00% 0.00% - - 2.301899 2.828439 -1.173751 -1.367870 0.818070 -0.118674 8.019954 3.042046 0.6636 0.6847 0.4307 nan nan
2459861 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459860 digital_ok 100.00% 0.00% 0.00% 0.00% - - 1.762336 1.072967 -0.350356 -0.871545 1.491201 -1.016090 12.291261 2.804558 0.7032 0.6750 0.4194 nan nan
2459859 digital_ok 100.00% 0.00% 0.00% 0.00% - - 1.403033 1.542983 -0.528297 0.051205 -0.623186 0.367675 13.477867 2.782516 0.7060 0.6780 0.4196 nan nan
2459858 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.315191 1.273564 -0.566082 -0.043641 -0.598497 0.495423 12.425536 2.778231 0.7240 0.6905 0.4314 3.130479 2.798645
2459857 digital_ok 0.00% 100.00% 100.00% 0.00% - - 1.460462 0.797869 0.106939 -0.138821 2.781231 0.628361 3.582302 0.407517 0.0252 0.0253 0.0004 nan nan
2459856 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.933470 1.974771 0.299626 -0.824819 0.219724 0.213082 9.171490 2.419900 0.7153 0.7044 0.4206 3.144971 2.647397
2459855 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.995234 2.648959 0.030292 -1.163855 0.552871 -0.561387 7.203703 1.648901 0.6892 0.7164 0.4583 3.538127 2.776068
2459854 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.576347 1.425031 0.433705 -0.249217 -0.284695 -0.572612 7.577436 3.001385 0.7051 0.7348 0.4589 3.104979 2.633435
2459853 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.956676 1.439320 0.883911 -0.042041 -0.427972 -0.589497 11.181394 4.606093 0.7318 0.6931 0.4409 3.326111 2.915951
2459852 digital_ok 0.00% 0.00% 0.00% 0.00% 8.65% 1.62% 0.402174 0.258055 0.983712 0.160043 0.083308 -1.094251 1.039478 0.072795 0.8238 0.8330 0.2465 3.307297 3.017993
2459851 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459850 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.424004 1.161042 -0.608262 -0.462656 -0.296434 -0.931245 2.407285 4.768628 0.7372 0.7578 0.3685 3.090480 2.688169
2459849 digital_ok 0.00% 0.00% 0.00% 0.00% 16.67% 0.00% 0.723298 1.741178 -0.729669 -0.575334 -0.716451 -1.063471 2.737204 1.282110 0.7326 0.7495 0.3777 1.434277 1.292784
2459848 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.859644 1.752321 8.422402 -0.927166 -0.066174 -0.456299 2.061267 2.637604 0.7237 0.7503 0.3982 3.567075 2.737296
2459847 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.690948 1.615124 7.802833 -0.836330 0.193161 0.786692 9.894611 13.338281 0.7266 0.6865 0.4456 3.854205 2.949470
2459846 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.113348 1.473106 6.426188 -0.774004 0.398826 -0.644624 1.339633 1.009461 0.8250 0.6630 0.5188 4.350411 4.303622
2459845 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.107359 2.507345 11.206499 0.020633 -0.451260 -0.443804 11.891099 3.082946 0.7439 0.7429 0.3868 8.229951 8.600551
2459844 digital_ok 100.00% 100.00% 100.00% 0.00% - - 13.144275 -0.331965 3.576459 -0.736394 4.293886 -0.536278 0.818267 0.264508 0.0253 0.0252 0.0006 nan nan
2459843 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 8.342278 5.415960 18.847458 17.338930 67.321802 74.702590 -1.761927 -2.530290 0.7333 0.7394 0.4193 3.351275 2.737235
2459842 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 1.641631 0.296588 -0.000934 -1.080757 -1.844505 -2.857763 -1.858878 -1.770527 0.7458 0.6800 0.2724 2.007973 1.810673
2459841 digital_ok 100.00% 0.00% 0.00% 0.00% - - 37.137721 41.711651 115.584111 114.087261 92.531169 146.622480 14.392775 15.153086 0.7433 0.7424 0.3653 nan nan
2459839 digital_ok 100.00% - - - - - 0.275569 0.252944 1.645791 -0.976792 7.722395 14.325191 10.138836 7.839596 nan nan nan nan nan
2459838 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 7.058358 3.733510 22.647202 19.707248 13.877214 14.879790 -1.794332 -0.871472 0.7051 0.6920 0.4469 0.000000 0.000000
2459836 digital_ok - 0.00% 0.00% 0.00% - - nan nan nan nan nan nan nan nan 0.7081 0.6665 0.3982 nan nan
2459835 digital_ok 100.00% 0.00% 0.00% 0.00% - - 4.831937 5.180566 12.257460 11.895307 8.050137 11.208232 -7.117552 -5.149016 0.7900 0.5844 0.4977 nan nan
2459833 digital_ok 100.00% 0.00% 0.00% 0.00% - - 14.791556 15.567211 53.641775 52.229483 70.206269 94.479965 -3.396488 -4.803085 0.7974 0.5534 0.5096 nan nan
2459832 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 15.240879 12.434884 18.178340 16.187023 10.937354 7.110400 -0.289237 -0.271709 0.7925 0.4980 0.6045 4.667149 3.377478
2459831 digital_ok 100.00% 100.00% 100.00% 0.00% - - -0.012054 -0.225076 1.322574 -1.077405 5.028924 6.544453 6.400153 3.564657 0.0273 0.0284 0.0016 nan nan
2459830 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 16.393896 13.528823 24.063842 21.576111 31.268247 23.939831 -3.493913 -4.359996 0.7889 0.4971 0.5872 5.052066 3.707016
2459829 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 527.888624 528.153479 inf inf 7557.200320 7651.921300 19793.169681 20625.073114 nan nan nan 0.000000 0.000000
2459828 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 14.524138 12.527109 18.303187 16.540631 29.806492 23.210966 -1.485292 -3.030671 0.7799 0.5035 0.5635 4.512433 2.884583
2459827 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 11.150799 7.777593 30.418514 27.180439 19.215497 17.158518 -1.115014 -1.960741 0.7332 0.6563 0.4485 8.261321 6.132683
2459826 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 14.438864 12.071480 24.575115 22.360357 39.263803 30.987109 1.179582 2.064463 0.7736 0.5293 0.5392 6.705210 4.178793
2459825 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 15.725816 12.926708 18.999958 17.118648 22.147661 17.439482 -0.519779 -1.086413 0.7673 0.5163 0.5510 0.000000 0.000000
2459824 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 8.149097 4.172147 26.640928 23.507634 11.759228 14.076100 8.446335 8.404508 0.6603 0.7080 0.4301 0.000000 0.000000
2459823 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 18.819777 15.931121 20.764973 19.070924 27.342136 25.008653 14.459468 11.972770 0.7125 0.6015 0.5189 0.000000 0.000000
2459822 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 17.142712 14.344994 22.909067 20.854588 25.216518 21.150668 0.158114 -0.013606 0.7586 0.5311 0.5406 0.000000 0.000000
2459821 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 18.638006 16.328556 22.492394 20.823319 23.430339 20.758669 2.438136 2.734710 0.7417 0.5275 0.5372 4.499841 4.270397
2459820 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 13.129973 9.601153 27.578070 24.668724 53.736518 46.551655 -3.445187 -4.449629 0.7317 0.6500 0.4568 0.000000 0.000000
2459817 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 18.365832 15.987677 18.770810 17.278572 29.753740 26.882556 2.418414 3.719126 0.7443 0.5635 0.5281 0.381286 0.390337
2459816 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 12.873160 10.813053 27.491647 24.333597 39.031705 33.604327 -4.263506 -3.113818 0.8169 0.5467 0.6188 3.391211 2.811788
2459815 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459814 digital_ok 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 170: 2459885

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
170 N15 digital_ok ee Power 62.993066 -1.029200 19.949741 13.038820 62.993066 31.755914 14.111529 1.139986 16.372497

Antenna 170: 2459884

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
170 N15 digital_ok ee Shape 11.485293 0.088017 11.485293 2.272009 6.288780 -0.368033 7.943749 -1.820940 0.129116

Antenna 170: 2459883

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
170 N15 digital_ok ee Power 56.927521 -0.388305 15.558051 10.159190 56.927521 14.424273 7.864001 0.785920 3.334772

Antenna 170: 2459882

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
170 N15 digital_ok ee Power 63.612342 -1.423009 25.903695 7.089489 63.612342 0.652047 11.152136 0.406039 1.520810

Antenna 170: 2459881

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
170 N15 digital_ok ee Power 72.566114 -0.715495 14.599589 9.082717 72.566114 17.490769 21.981263 3.656420 5.847904

Antenna 170: 2459880

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
170 N15 digital_ok ee Power 60.085789 -0.817391 17.779059 9.699587 60.085789 11.221828 6.729623 0.619059 1.541126

Antenna 170: 2459879

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
170 N15 digital_ok ee Power 10.566528 -0.268610 9.275344 -1.540448 10.566528 5.393044 1.385057 1.125350 1.646032

Antenna 170: 2459878

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
170 N15 digital_ok ee Power 72.761518 -0.274647 15.993348 11.835449 72.761518 24.798181 11.515417 2.674130 5.403144

Antenna 170: 2459876

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
170 N15 digital_ok ee Power 52.263552 18.116154 -0.575074 52.263552 18.137767 29.941671 4.603505 4.626866 -1.564703

Antenna 170: 2459875

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
170 N15 digital_ok ee Power 68.558510 19.085712 -1.727207 68.558510 15.032819 13.500688 10.057370 2.902138 2.172546

Antenna 170: 2459874

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
170 N15 digital_ok ee Power 35.706787 27.010506 -1.490401 35.706787 9.176410 18.392431 29.062253 3.324900 4.955626

Antenna 170: 2459873

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
170 N15 digital_ok ee Power 46.297237 20.348327 -0.637675 46.297237 6.839872 7.356623 20.891905 1.175757 3.115802

Antenna 170: 2459872

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
170 N15 digital_ok ee Power 59.270428 -1.565364 17.704333 13.748579 59.270428 15.522253 19.997233 4.188314 1.970644

Antenna 170: 2459871

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
170 N15 digital_ok ee Power 63.625667 -1.558570 13.994957 21.075814 63.625667 4.188634 17.452465 0.530082 0.996741

Antenna 170: 2459870

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
170 N15 digital_ok nn Shape 9.741338 -1.352042 9.741338 0.296945 6.413017 -0.252296 3.245219 -0.250877 0.336380

Antenna 170: 2459869

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
170 N15 digital_ok nn Shape 20.621554 3.465243 20.621554 -0.140959 6.573448 12.250503 9.396401 1.111189 3.334731

Antenna 170: 2459868

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
170 N15 digital_ok nn Shape 54.842383 36.964576 54.842383 3.970834 7.568327 19.885349 12.266356 7.227314 29.035805

Antenna 170: 2459867

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
170 N15 digital_ok nn Shape 42.905880 6.081153 42.905880 -0.106663 5.717081 9.740025 8.277708 3.946101 17.138750

Antenna 170: 2459866

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
170 N15 digital_ok nn Shape 56.163263 56.163263 35.193006 6.096845 3.450403 8.664190 11.832743 0.592410 4.110027

Antenna 170: 2459865

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
170 N15 digital_ok nn Shape 54.947007 9.893106 54.947007 20.529057 7.140560 19.591279 12.215864 5.080210 3.746717

Antenna 170: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
170 N15 digital_ok ee Temporal Discontinuties 18.762683 5.863161 2.032949 -1.165106 -0.877835 -0.293464 -0.554437 13.565444 18.762683

Antenna 170: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
170 N15 digital_ok ee Temporal Discontinuties 18.397309 0.944625 2.708419 -0.147153 -0.066334 0.372839 -0.159678 18.397309 6.058095

Antenna 170: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
170 N15 digital_ok ee Temporal Discontinuties 8.019954 2.301899 2.828439 -1.173751 -1.367870 0.818070 -0.118674 8.019954 3.042046

Antenna 170: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
170 N15 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 170: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
170 N15 digital_ok ee Temporal Discontinuties 12.291261 1.762336 1.072967 -0.350356 -0.871545 1.491201 -1.016090 12.291261 2.804558

Antenna 170: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
170 N15 digital_ok ee Temporal Discontinuties 13.477867 1.403033 1.542983 -0.528297 0.051205 -0.623186 0.367675 13.477867 2.782516

Antenna 170: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
170 N15 digital_ok ee Temporal Discontinuties 12.425536 1.273564 0.315191 -0.043641 -0.566082 0.495423 -0.598497 2.778231 12.425536

Antenna 170: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
170 N15 digital_ok ee Temporal Discontinuties 3.582302 0.797869 1.460462 -0.138821 0.106939 0.628361 2.781231 0.407517 3.582302

Antenna 170: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
170 N15 digital_ok ee Temporal Discontinuties 9.171490 0.933470 1.974771 0.299626 -0.824819 0.219724 0.213082 9.171490 2.419900

Antenna 170: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
170 N15 digital_ok ee Temporal Discontinuties 7.203703 2.648959 1.995234 -1.163855 0.030292 -0.561387 0.552871 1.648901 7.203703

Antenna 170: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
170 N15 digital_ok ee Temporal Discontinuties 7.577436 1.425031 1.576347 -0.249217 0.433705 -0.572612 -0.284695 3.001385 7.577436

Antenna 170: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
170 N15 digital_ok ee Temporal Discontinuties 11.181394 1.439320 0.956676 -0.042041 0.883911 -0.589497 -0.427972 4.606093 11.181394

Antenna 170: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
170 N15 digital_ok ee Temporal Discontinuties 1.039478 0.402174 0.258055 0.983712 0.160043 0.083308 -1.094251 1.039478 0.072795

Antenna 170: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
170 N15 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 170: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
170 N15 digital_ok nn Temporal Discontinuties 4.768628 0.424004 1.161042 -0.608262 -0.462656 -0.296434 -0.931245 2.407285 4.768628

Antenna 170: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
170 N15 digital_ok ee Temporal Discontinuties 2.737204 0.723298 1.741178 -0.729669 -0.575334 -0.716451 -1.063471 2.737204 1.282110

Antenna 170: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
170 N15 digital_ok ee Power 8.422402 1.752321 0.859644 -0.927166 8.422402 -0.456299 -0.066174 2.637604 2.061267

Antenna 170: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
170 N15 digital_ok nn Temporal Discontinuties 13.338281 1.615124 0.690948 -0.836330 7.802833 0.786692 0.193161 13.338281 9.894611

Antenna 170: 2459846

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
170 N15 digital_ok ee Power 6.426188 1.113348 1.473106 6.426188 -0.774004 0.398826 -0.644624 1.339633 1.009461

Antenna 170: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
170 N15 digital_ok ee Temporal Discontinuties 11.891099 2.507345 1.107359 0.020633 11.206499 -0.443804 -0.451260 3.082946 11.891099

Antenna 170: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
170 N15 digital_ok ee Shape 13.144275 13.144275 -0.331965 3.576459 -0.736394 4.293886 -0.536278 0.818267 0.264508

Antenna 170: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
170 N15 digital_ok nn Temporal Variability 74.702590 5.415960 8.342278 17.338930 18.847458 74.702590 67.321802 -2.530290 -1.761927

Antenna 170: 2459842

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
170 N15 digital_ok ee Shape 1.641631 1.641631 0.296588 -0.000934 -1.080757 -1.844505 -2.857763 -1.858878 -1.770527

Antenna 170: 2459841

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
170 N15 digital_ok nn Temporal Variability 146.622480 37.137721 41.711651 115.584111 114.087261 92.531169 146.622480 14.392775 15.153086

Antenna 170: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
170 N15 digital_ok nn Temporal Variability 14.325191 0.252944 0.275569 -0.976792 1.645791 14.325191 7.722395 7.839596 10.138836

Antenna 170: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
170 N15 digital_ok ee Power 22.647202 3.733510 7.058358 19.707248 22.647202 14.879790 13.877214 -0.871472 -1.794332

Antenna 170: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
170 N15 digital_ok ee Power 12.257460 5.180566 4.831937 11.895307 12.257460 11.208232 8.050137 -5.149016 -7.117552

Antenna 170: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
170 N15 digital_ok nn Temporal Variability 94.479965 15.567211 14.791556 52.229483 53.641775 94.479965 70.206269 -4.803085 -3.396488

Antenna 170: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
170 N15 digital_ok ee Power 18.178340 15.240879 12.434884 18.178340 16.187023 10.937354 7.110400 -0.289237 -0.271709

Antenna 170: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
170 N15 digital_ok nn Temporal Variability 6.544453 -0.012054 -0.225076 1.322574 -1.077405 5.028924 6.544453 6.400153 3.564657

Antenna 170: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
170 N15 digital_ok ee Temporal Variability 31.268247 16.393896 13.528823 24.063842 21.576111 31.268247 23.939831 -3.493913 -4.359996

Antenna 170: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
170 N15 digital_ok nn Power inf 528.153479 527.888624 inf inf 7651.921300 7557.200320 20625.073114 19793.169681

Antenna 170: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
170 N15 digital_ok ee Temporal Variability 29.806492 12.527109 14.524138 16.540631 18.303187 23.210966 29.806492 -3.030671 -1.485292

Antenna 170: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
170 N15 digital_ok ee Power 30.418514 11.150799 7.777593 30.418514 27.180439 19.215497 17.158518 -1.115014 -1.960741

Antenna 170: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
170 N15 digital_ok ee Temporal Variability 39.263803 12.071480 14.438864 22.360357 24.575115 30.987109 39.263803 2.064463 1.179582

Antenna 170: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
170 N15 digital_ok ee Temporal Variability 22.147661 12.926708 15.725816 17.118648 18.999958 17.439482 22.147661 -1.086413 -0.519779

Antenna 170: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
170 N15 digital_ok ee Power 26.640928 8.149097 4.172147 26.640928 23.507634 11.759228 14.076100 8.446335 8.404508

Antenna 170: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
170 N15 digital_ok ee Temporal Variability 27.342136 15.931121 18.819777 19.070924 20.764973 25.008653 27.342136 11.972770 14.459468

Antenna 170: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
170 N15 digital_ok ee Temporal Variability 25.216518 17.142712 14.344994 22.909067 20.854588 25.216518 21.150668 0.158114 -0.013606

Antenna 170: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
170 N15 digital_ok ee Temporal Variability 23.430339 16.328556 18.638006 20.823319 22.492394 20.758669 23.430339 2.734710 2.438136

Antenna 170: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
170 N15 digital_ok ee Temporal Variability 53.736518 13.129973 9.601153 27.578070 24.668724 53.736518 46.551655 -3.445187 -4.449629

Antenna 170: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
170 N15 digital_ok ee Temporal Variability 29.753740 18.365832 15.987677 18.770810 17.278572 29.753740 26.882556 2.418414 3.719126

Antenna 170: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
170 N15 digital_ok ee Temporal Variability 39.031705 10.813053 12.873160 24.333597 27.491647 33.604327 39.031705 -3.113818 -4.263506

Antenna 170: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
170 N15 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 170: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
170 N15 digital_ok nn Shape nan nan nan nan nan nan nan nan nan

Antenna 170: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
170 N15 digital_ok nn Shape nan nan nan inf inf nan nan nan nan
In [ ]: